{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"PG_11_rate_0310_tb50.csv\")  \n",
    "\n",
    "dt=50\n",
    "counts = data['RATE']\n",
    "N=len(counts)\n",
    "pnum = np.arange(len(counts))\n",
    "t = [i*dt for i in pnum]\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.plot(t,counts,'b')\n",
    "plt.xlabel(\"TIME(s)\",fontsize=15)\n",
    "plt.ylabel(\"RATE(coount/s)\",fontsize=15)\n",
    "plt.title(\"lightcurve-2011\",fontsize=20)\n",
    "plt.show()   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"PG_142_rate_0310_tb50_sel.csv\")  \n",
    "\n",
    "dt=50\n",
    "counts = data['RATE']\n",
    "N=len(counts)\n",
    "pnum = np.arange(len(counts))\n",
    "t = [i*dt for i in pnum]\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.plot(t,counts,'b')\n",
    "plt.xlabel(\"TIME(s)\",fontsize=15)\n",
    "plt.ylabel(\"RATE(coount/s)\",fontsize=15)\n",
    "plt.title(\"lightcurve-2014-2\",fontsize=20)\n",
    "plt.show()   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"PG_15_rate_0310_tb50_sel.csv\")  \n",
    "\n",
    "dt=50\n",
    "counts = data['RATE']\n",
    "N=len(counts)\n",
    "pnum = np.arange(len(counts))\n",
    "t = [i*dt for i in pnum]\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.plot(t,counts,'b')\n",
    "plt.xlabel(\"TIME(s)\",fontsize=15)\n",
    "plt.ylabel(\"RATE(coount/s)\",fontsize=15)\n",
    "plt.title(\"lightcurve-2015\",fontsize=20)\n",
    "plt.show()   "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
